SNIPER Engine: Agentic AI for Zoho

SNIPER is an agentic AI inside Zoho Workplace that securely connects apps, executes real actions, and orchestrates workflows across tools like GitHub, Shopify, and Zoho from a single interface.

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SNIPER Engine: Project Story

Inspiration

Modern workflows are not just fragmented - they are insecure by design. Every integration requires repeated logins, scattered tokens, and inconsistent session handling. As users connect more tools like GitHub, Shopify, and Zoho, their digital identity becomes increasingly exposed and difficult to manage.

We asked a deeper question: what if authentication itself could become the foundation of an intelligent system? What if tokens were not just stored, but orchestrated securely to power real-time actions?

That idea became SNIPER - an agentic AI built around a Token Vault architecture powered by Auth0, where identity, security, and execution are unified.

Disclaimer

The code provided in both the GitHub repository and the accompanying ZIP file corresponds to SNIPER Engine v0, which is a prototype-level implementation of the system.

This version is intentionally limited in scope to safeguard the developers’ novel architectural designs and proprietary implementations. As such, it does not represent the complete production-grade capabilities of SNIPER.

A functional version of SNIPER is available within Zoho Cliq, where it can be accessed and experienced as an agentic bot designed to automate workflows across Zoho Workplace.

Bonus Blog Post

Here is my blog posted on Medium: Vaulting Secrets in the Cloud: My Quest to Bring Auth0’s Token Vault to ZOHO Workplace

How We Built It

SNIPER was designed as a secure execution layer inside Zoho Workplace, with the Token Vault at its core.

  • Token Vault Architecture: Built a centralized system using Auth0 to securely issue, store, and validate tokens for multiple services.
  • Agentic Execution Layer: Commands are interpreted and executed only after authentication is verified through the vault.
  • Dynamic Auth Routing: Users can authenticate into different services (GitHub, Shopify, Zoho) on demand, with tokens mapped to their session.
  • Backend Control Plane: A lightweight API layer (hosted on Render) manages token validation, session checks, and secure API calls.
  • Multi-Model Intelligence: Integrated Gemini, Grok, and OpenAI to process intent, while execution remains strictly governed by the vault.
  • Demo Mode: Simulated token sessions to replicate real-world flows without exposing credentials.

What We Learned

We learned that in agentic systems, security is not a feature - it is the foundation.

Token management is one of the most critical and complex challenges. Handling OAuth flows, maintaining session integrity, and ensuring secure token reuse requires careful system design.

We also realized that true agentic AI is not about answering questions, but about executing actions safely. This shifts the focus from model accuracy to trust, control, and reliability.

Challenges We Faced

  • Token Lifecycle Management: Ensuring tokens are securely issued, refreshed, and invalidated.
  • Cross-Service Authentication: Managing different OAuth standards and scopes across platforms.
  • Secure Execution: Preventing unauthorized actions while maintaining a seamless user experience.
  • State Consistency: Keeping session states synchronized between the vault and active workflows.
  • Latency Overhead: Adding security layers without degrading real-time responsiveness.

Impact

SNIPER introduces a new paradigm: AI powered by a secure Token Vault.

Instead of scattering credentials across apps, users operate through a single trusted layer where identity drives execution. Every action is authenticated, traceable, and controlled.

SNIPER is not just an AI assistant - it is a secure command infrastructure for the modern digital workspace.

Zoho Cliq App Installation Guide [SNIPER ENGINE]

  1. Click the provided install link installapp.do?id= to open the app installation page in Zoho Cliq.
  2. Follow the on-screen steps to install and authorize the extension for your workspace.
  3. If access is restricted, ensure the app has been published (if developed from the GitHub code provided by the developer) or request the admin (@SakaethRam) to enable it for your organization.

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